{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(327, 224, 3)\n",
      "(1, 327, 224, 1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import tensorflow.compat.v1 as tf\n",
    "tf.disable_v2_behavior()\n",
    "from PIL import Image\n",
    "import numpy\n",
    "\n",
    "img = Image.open('pic04226.jpg')\n",
    "img_ndarray = numpy.asarray(img, dtype='float32')\n",
    "print(img_ndarray.shape)\n",
    "img_ndarray=img_ndarray[:,:,0]\n",
    "plt.figure()\n",
    "plt.subplot(221)\n",
    "plt.imshow(img_ndarray)\n",
    "\n",
    "w=[[-1.0,-1.0,-1.0],\n",
    "   [-1.0,9.0,-1.0],\n",
    "   [-1.0,-1.0,-1.0]]\n",
    "\n",
    "with tf.Session() as sess:\n",
    "    img_ndarray=tf.reshape(img_ndarray,[1,327,224,1])\n",
    "    w=tf.reshape(w,[3,3,1,1])\n",
    "    img_cov=tf.nn.conv2d(img_ndarray, w, strides=[1, 1, 1, 1], padding='SAME')\n",
    "    image_data=sess.run(img_cov)\n",
    "    print(image_data.shape)\n",
    "    plt.subplot(222)\n",
    "    plt.imshow(image_data[0,:,:,0])\n",
    "\n",
    "    img_pool=tf.nn.max_pool(img_ndarray, ksize=[1, 2, 2, 1], strides=[1, 2, 2, 1],\n",
    "                   padding='SAME')\n",
    "    image_data = sess.run(img_pool)\n",
    "    plt.subplot(223)\n",
    "    plt.imshow(image_data[0, :, :, 0])\n",
    "    plt.subplot(224)\n",
    "    img_pool = tf.nn.max_pool(img_ndarray, ksize=[1, 4, 4, 1], strides=[1, 4, 4, 1],\n",
    "                              padding='SAME')\n",
    "    image_data = sess.run(img_pool)\n",
    "    plt.imshow(image_data[0, :, :, 0])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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